for Engineers – Einführung in Methoden und Werkzeuge
Machine Learning for Engineers – Introduction to Methods ans Tools
Zuordnung zum
Curriculum
Classification
Modul-ID
Module ID
Art des [...] Matlab seien hier insb. die frei verfügbaren Python-Bibliotheken zu diesem Thema erwähnt, z.B. Scikit-Learn,
Keras oder Tensorflow. Auch verschiedenste (Massen-)Daten stehen frei zur Verfügung, so dass ein [...] mit Matlab/Python: Anwendungsfälle auf echten Datensätzen
• Einführung in Python-Kits: Scikit-Learn, Keras, Tensorflow
• Predictive Maintenance: Datenbasierte Vorhersage von Maschinenausfällen
•
. Sebastian Steindl, Ulrich Schäfer, Bernd Ludwig. 2025. MonoTODia: Translating Monologue Requests to Task-Oriented Dialogues . In: Proceedings of the 2025 Conference of the Nations of the Americas Chapter [...] 249–254, DOI 10.1007/978-3-658-44037-4_69 . Patrick Levi, Christoph P. Neumann. 2024. Vocabulary Attack to Hijack Large Language Model Applications. In: Proc of the 15th International Conference on Cloud Computing [...] Tougaard, Kristian Beedholm, Morten Elmeros, Peter Teglberg Madsen. 2023. Open-source workflow approaches to passive acoustic monitoring of bats. Methods in Ecology and Evolution 14(7):1747-1763. DOI doi.org/10
edu/~wcook/papers/HowToGetaPaperAcceptedToOOPSLA/HowToGetAPaperAcceptedToOOPSLA.htm https://www.cs.utexas.edu/~wcook/papers/HowToGetaPaperAcceptedToOOPSLA/HowToGetAPaperAcceptedToOOPSLA.htm
annotation [...] edu/~wcook/papers/HowToGetaPaperAcceptedToOOPSLA/HowToGetAPaperAcceptedToOOPSLA.htm https://www.cs.utexas.edu/~wcook/papers/HowToGetaPaperAcceptedToOOPSLA/HowToGetAPaperAcceptedToOOPSLA.htm
annotation [...] ____ to ____.
This year, ____ received many submissions. In order to speed
up the review process, some low-quality papers will be
rejected directly based on TPC chairs' judgement.
We regret to inform
time to learn to be an algorithmic thinker yourself. Try the problem on
your own ”, “Learn the basics of programming without GenAI.”
▪ Rarely use GenAI
▪ Use GenAI, but rarely, e. g., “learn to work [...] biblatex: biber anstatt bibtex)
▪ Webartikel "What to do to switch to biblatex?"
https://tex.stackexchange.com/questions/5091/what-to-do-to-switch-to-biblatex
@software{hadoop,
author = {{Apache [...] https://tex.stackexchange.com/questions/5091/what-to-do-to-switch-to-biblatex https://tex.stackexchange.com/questions/5091/what-to-do-to-switch-to-biblatex
page
Handwerklich schlechtes Lite
ning that enables teams to adapt quickly to change
and learn continuously. Agile planning is designed to
create a dynamic environment that allows teams to
respond quickly to change while maximizing [...] project aims to harmonize the
different water requirements of these land uses in order
to enable sustainable coexistence. To enable efficient
irrigation management, the Cropwat software is used to
determine [...] heat that are used to deliver energy in multi-grids.
The surplus of one grid can as well be utilized to generate
energy by conversion to another form in other grids; for
example power-to-gas. Some systems
private situations. They learn to identify these situations and to appear interculturally competent.
• Personal competence: Students acquire the interdisciplinary ability to perform in a culturally [...] Scikit-Learn, Keras or Tensorflow. A wide variety of
(mass) data is also freely available, making it easy to get a practical introduction to this topic is possible.
The lecture is intended to provide [...] knowledge and skills from the basic modules to derive and develop new
solutions related to smart grids. The have the competence to discuss issues related to smart grids in interdisciplinary working
groups
ce): The students are able to combine knowledge and skills
from the basic modules to derive and develop new solutions. The have the competence to discuss issues related to energy storage in
interdisciplinary [...] Ability to recognise legal problems in energy/environmental law, identification of the most important applicable regulations
Independent application of regulations relevant to practice
Ability to identify [...] Professional competence: Students acquire the ability to plan projects efficiently and to work through them in a structured and
cost-oriented manner. They get to know the most important materials and plant components
They learn to identify these situations and to appear interculturally competent.
• Personal competence (social competence and self-competence): Students acquire the interdisciplinary ability to perform [...]
• In addition to theoretical knowledge, students also acquire the ability to apply process engineering principles in practice, both
independently and in a team.
• They are able to critically analyse [...] interculturality. They learn the theoretical basics
of intercultural communication and understanding.
• Methodological competence: Students are able to apply strategies to improve the handling of
They learn to identify these situations and to appear interculturally competent.
• Personal competence (social competence and self-competence): Students acquire the interdisciplinary ability to perform [...]
• In addition to theoretical knowledge, students also acquire the ability to apply process engineering principles in practice, both
independently and in a team.
• They are able to critically analyse [...] interculturality. They learn the theoretical basics
of intercultural communication and understanding.
• Methodological competence: Students are able to apply strategies to improve the handling of
Definitive Guide to ARM Cortex-M3 and Cortex-M4 Processors, Newnes, 2013
D. W. Lewis: Fundamentals of Embedded Software with the ARM Cortex-M3, Pearson, 2012
M. Trevor: The Designer’s Guide to the Cortex-M [...] Hands-on Machine Learning with Scikit-Learn, Keras and Tensor Flow, O’Reilly, 2019.
S. Raschka: Machine Learning mit Python und Keras, TensorFlow 2 und Scikit-learn: das Praxis-Handbuch für Data Science [...] Laura: Wireshark 101. Eine Einführung in die Protokollanalyse, mitm, 2013.
Jacobson D.: Introduction to Network Security, CRC, 2009.
Kurose J. F. und K. W. Ross: Computer Networking – A Top-Down Approach
Rodenburg, Menden
- Maeda, J. (2019). How to Speak Machine: Laws of Design for a Digital Age. Portfolio.
- Majumder, A. & Gopi, M. (2018): Introduction to Visual Computing: Core Concepts in Computer [...] e Auflage, Rheinwerk Verlag, 2024
- Culkin, Jody, und Eric Hagan. Learn Electronics with Arduino: An Illustrated Beginner’s Guide to Physical Computing, Maker Media, 2017
- Kofler, Michael, u. a. Raspberry [...]
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Speech & Cake-Cutting Ceremony
STANDS BY ORGANIZATIONS
13.00 Visit stands, meet representatives and explore study
abroad opportunities
A TRADITIONAL FASHION [...] outfits on the red carpet
INTERNATIONAL FOOD FESTIVAL
16.00 More opportunities to taste different countries dishes
INTERNATIONAL DANCE PERFORMANCE
17.45 Enjoy
Speech & Cake-Cutting Ceremony
STANDS BY ORGANIZATIONS
13.00 Visit stands, meet representatives and explore study
abroad opportunities
A TRADITIONAL FASHION [...] outfits on the red carpet
INTERNATIONAL FOOD FESTIVAL
16.00 More opportunities to taste different countries dishes
INTERNATIONAL DANCE PERFORMANCE
17.45 Enjoy
Registration
• Welcome Speech & Cake-Cutting Ceremony
STAND BY ORGANIZATIONS
13:00 • Visit stands, meet representatives, and explore study abroad
opportunities
PHOTO EXIBITION AND WORLDMAP
15:20 [...] experiences.
• Add your hometown in the worldmap
INTERNATIONAL FOOD FESTIVAL
15:30 • More opportunities to taste 15 different countries dishes
A Traditional Fashion Walk
17:00 • A colourful walk celebrating
Registration
• Welcome Speech & Cake-Cutting Ceremony
STAND BY ORGANIZATIONS
13:00 • Visit stands, meet representatives, and explore study abroad
opportunities
PHOTO EXIBITION AND WORLDMAP
15:20 [...] experiences.
• Add your hometown in the worldmap
INTERNATIONAL FOOD FESTIVAL
15:30 • More opportunities to taste 15 different countries dishes
A Traditional Fashion Walk
17:00 • A colourful walk celebrating
Registration
• Welcome Speech & Cake-Cutting Ceremony
STAND BY ORGANIZATIONS
13:00 • Visit stands, meet representatives, and explore study abroad
opportunities
PHOTO EXIBITION AND WORLDMAP
15:20 [...] experiences.
• Add your hometown in the worldmap
INTERNATIONAL FOOD FESTIVAL
15:30 • More opportunities to taste 15 different countries dishes
A Traditional Fashion Walk
17:00 • A colourful walk celebrating [...] Speech & Cake-Cutting Ceremony
STANDS BY ORGANIZATIONS
13.00 Visit stands, meet representatives and explore study
abroad opportunities
A TRADITIONAL FASHION
that OTH has done to welcome us." "I got to know a lot of good people. I have improved my English significantly and learned a lot about German culture and everyday life." "I am grateful to this program for [...] for helping me get out of my comfort zone, learn German, tighten my English, and make new acquaintances." Presseberichte: News der OTH Amberg-Weiden – 18 ukrainische Studierende zu Besuch an der OTH Am
linguistic skills in the first two study sections to enable them to enter
the German labour market at the beginning of the practical semester and to be able to complete
the third study section partly in German [...] sections. 2In order to ensure sufficient language skills to complete the practical semester,
proof of sufficient knowledge of the German language corresponding to level B2 according to
the Common European [...] serve to deepen the content of the compulsory modules.
(4) 1There is no entitlement to all compulsory elective modules and elective modules being offered.
2Similarly, there is no entitlement to courses
Hands-on Machine Learning with Scikit-Learn, Keras and Tensor Flow, O’Reilly, 201.
• S. Raschka: Machine Learning mit Python und Keras, TensorFlow 2 und Scikit-learn: das Praxis-Handbuch für Data
Science [...] Beispielprojekte, Praxistipps, Thomas
Theis, Rheinwerk Computing
• Effective Modern C++: 42 Specific Ways to Improve Your Use of C++11 and C++14, Scott Meyers, O’Reilly
Internationalität (inhaltlich)
Inte [...] Computer Programming", Volume 1: Fundamental Algorithms, Addison-Wesley
• Cormen et al.: "Introduction to Algorithms", MIT Press
• Gunter Saake, Kai-Uwe Sattler: "Algorithmen und Datenstrukturen - Eine Einführung
Hands-on Machine Learning with Scikit-Learn, Keras and Tensor Flow, O’Reilly, 201.
• S. Raschka: Machine Learning mit Python und Keras, TensorFlow 2 und Scikit-learn: das Praxis-Handbuch für Data
Science [...] Beispielprojekte, Praxistipps, Thomas
Theis, Rheinwerk Computing
• Effective Modern C++: 42 Specific Ways to Improve Your Use of C++11 and C++14, Scott Meyers, O’Reilly
Internationalität (inhaltlich)
Inte [...] Computer Programming", Volume 1: Fundamental Algorithms, Addison-Wesley
• Cormen et al.: "Introduction to Algorithms", MIT Press
• Gunter Saake, Kai-Uwe Sattler: "Algorithmen und Datenstrukturen - Eine Einführung
refer to the applicable overview of the forms of examination at the OTH Amberg-Weiden
*2) Please additionally provide information on the weighting (in % share) and, if applicable, also a reference to a bonus [...] J., J. Pipher und J. H. Silverman: An Introduction to Mathematical Cryptography, 2. Auflage, Springer, 2014.
Katz, J. und Y. Lindell: Introduction to Modern Cryptography, 2. Auflage, CRC Press, 2015. [...] Learning Tools and Techniques, Morgan Kaufmann, 2018.
A. Géron: Hands-on Machine Learning with Scikit-Learn, Keras and Tensor Flow, O’Reilly, 2018
Raschka: Machine Learning mit Python: das Praxis-Handbuch
from the views and approaches of others to further deepen their understanding. Overall, it
helps students to learn not only how to self-organize, but also how to manage their time and exchange ideas with [...] explain them to the other
students. They present and explain them to the other course participants. The students should be able to put new knowledge into the context
of teaching. They will also learn about [...] Learning objectives/competencies to be assessed
Zu prüfende Lernziele/Kompetenzen
annotation https://scikit-learn.org/stable/user_guide.html https://scikit-learn.org/stable/user_guide.html
J., Osborn, D., Murphy, P. & Edwards, A. (2017). The Cool Stuff in Premiere Pro: Learn advanced editing techniques to dramatically
speed up your workflow (2nd ed.). Apress. doi: 10.1007/978-1-4842-2890-6 [...] inkl. Gewichtung
Type/Scope incl. Weighting
Zu prüfende Lernziele/Kompetenzen
Learning Outcomes to be Assessed
Modularbeit E-Portfolio (ca. 3-5 Seiten) mit Diskussion (ca. 90 Minuten)
über die Themen [...] sonstige Unterlagen, Verweise auf Webinhalte und Artikel
Dirksen, J. (2016). Design for How People Learn. New Riders.
eLearning Industry Inc, https://elearningindustry.com. Zuletzt geprüft am 11.08.2020
Definitive Guide to ARM Cortex-M3 and Cortex-M4 Processors, Newnes, 2013
D. W. Lewis: Fundamentals of Embedded Software with the ARM Cortex-M3, Pearson, 2012
M. Trevor: The Designer’s Guide to the Cortex-M [...] Hands-on Machine Learning with Scikit-Learn, Keras and Tensor Flow, O’Reilly, 2019.
S. Raschka: Machine Learning mit Python und Keras, TensorFlow 2 und Scikit-learn: das Praxis-Handbuch für Data Science [...] Laura: Wireshark 101. Eine Einführung in die Protokollanalyse, mitm, 2013.
Jacobson D.: Introduction to Network Security, CRC, 2009.
Kurose J. F. und K. W. Ross: Computer Networking – A Top-Down Approach
Material / Reading
Aktuelle Literatur insbesondere aus IEEE 802.3 inkl. TSN
A Beginner’s Guide to Ethernet 802.3, EE-269
The Ethernet Sourcebook, ed. Robyn E. Shotwell (New York: North-Holland, 1985) [...] Verlag.
Furrer, Industrieautomation mit Ethernet-TCP/IP und Web-Technologie, Hüthig
NIS, Introduction to Linux and Real-Time Control (Web Skript)
Bruynickx, Real-Time and Embedded Guide (Web Skript)
Popp [...] Learning (z.B. PCA, k-means Clustering)
• Machine Learning in Python mit der Bibliothek Scikit-learn
Lehrmaterial / Literatur
Teaching Material / Reading
page
C. M. Bishop: